I just noticed this while trying to fix WoodburyMatrices.jl for v0.7. Here's a reduced example of the behavior:
julia> struct Woodbury{Vt} <: AbstractMatrix{Float64}
V::Vt
end
julia> Woodbury(V::AbstractMatrix) = Woodbury{typeof(V)}(copy(V))
Previously, this worked fine. However, something interesting happens if V happens to be an Adjoint:
julia> V = zeros(3, 2)
3脳2 Array{Float64,2}:
0.0 0.0
0.0 0.0
0.0 0.0
julia> Vprime = V'
2脳3 LinearAlgebra.Adjoint{Float64,Array{Float64,2}}:
0.0 0.0 0.0
0.0 0.0 0.0
julia> Woodbury(Vprime).V
3脳2 LinearAlgebra.Adjoint{Float64,Array{Float64,2}}:
0.0 0.0
0.0 0.0
0.0 0.0
Note that even though we constructed Woodbury with the 2x3 Vprime, we got a 3x2 matrix in the V field. What's happening is:
Woodbury(Vprime::Adjoint)typeof(Vprime) is Adjointcopy(Vprime) returns a plain MatrixWoodbury{Adjoint{...}}(vprime_copy::Matrix)convert(Adjoint, vprime_copy::Matrix)...vprime_copy, yielding a matrix which is transposed from the original VprimeIn essence, this is a case where convert(typeof(V), copy(V)) returns the adjoint of V, not something of the same shape as V.
This is all perfectly correct given the currently defined behaviors, but it seems like an edge case that might be worth fixing. For example, if copy(Vprime) returned another Adjoint, then I believe this particular problem would go away (but I imagine it's not as easy as that).
Of course, the answer may just be "don't do that". It's easy to fix this particular case now that I understand what's going on, but it may be a trap that others fall into.
I think this is a "don't do that" and the copying constructor should be
function Woodbury(V::AbstractMatrix)
cV = copy(V)
Woodbury{typeof(cV)}(cV)
end
That is indeed the fix I went with. Thanks!
I think this convert method is wrong, as in #26178. The result of convert should be "basically the same thing", just converted to a different type. It shouldn't change values.
Thank you!
Most helpful comment
I think this
convertmethod is wrong, as in #26178. The result ofconvertshould be "basically the same thing", just converted to a different type. It shouldn't change values.